Abstract: Highlights•Proposed a novel two-stage semi-supervised framework for automatic orbit segmentation.•Proposed a Paired Copy-Paste strategy that can effectively fuse features of preoperative and postoperative CT images.•The experimental results show that our method achieved state-of-the-art performance on both preoperative and postoperative CT images.
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